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theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hive">Hive</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hive-metastore">Hive Metastore</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/iceberg">Iceberg</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/json-schema">JSON Schemas</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/kafka">Kafka</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/kafka-connect">Kafka Connect</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/ldap">LDAP</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/looker">Looker</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mariadb">MariaDB</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/metabase">Metabase</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/metadata-file">Metadata File</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mssql">Microsoft SQL Server</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mlflow">MLflow</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mode">Mode</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mongodb">MongoDB</a></li><li class="theme-doc-sidebar-item-link 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class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/oracle">Oracle</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/postgres">Postgres</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/powerbi">PowerBI</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/powerbi-report-server">PowerBI Report Server</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/preset">Preset</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/presto">Presto</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/pulsar">Pulsar</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/qlik-sense">Qlik Sense</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/redash">Redash</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/redshift">Redshift</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/s3">S3 / Local Files</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/sagemaker">SageMaker</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/salesforce">Salesforce</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/sac">SAP Analytics Cloud</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hana">SAP HANA</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/sigma">Sigma</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/slack">Slack</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/snowflake">Snowflake</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/sql-queries">SQL Queries</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/sqlalchemy">SQLAlchemy</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/superset">Superset</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/tableau">Tableau</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/teradata">Teradata</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/trino">Trino</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/docs/generated/ingestion/sources/vertexai">Vertex AI</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/vertica">Vertica</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/metadata-ingestion/schedule_docs/intro">Advanced Guides</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menuHtmlItem_M9Kj menu__list-item"><div>API & SDKs</div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/metadata-modeling/metadata-model">DataHub's Open Metadata Standard</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 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href="/docs/api/graphql/overview">API</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/metadata-ingestion/as-a-library">Python SDK</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/metadata-integration/java/as-a-library">Java SDK</a></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" href="/docs/cli">DataHub CLI</a><button aria-label="Toggle the collapsible sidebar category 'DataHub CLI'" type="button" class="clean-btn menu__caret"></button></div></li><li 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/metadata-ingestion/source_overview"><span itemprop="name">Sources</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Vertex AI</span><meta itemprop="position" content="2"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: Next</span><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Vertex AI</h1><p><img loading="lazy" src="https://img.shields.io/badge/support%20status-testing-lightgrey" alt="Testing" class="img_ev3q"></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-capabilities">Important Capabilities<a href="#important-capabilities" class="hash-link" aria-label="Direct link to Important Capabilities" title="Direct link to Important Capabilities"></a></h3><table><thead><tr><th>Capability</th><th>Status</th><th>Notes</th></tr></thead><tbody><tr><td>Descriptions</td><td>✅</td><td>Extract descriptions for Vertex AI Registered Models and Model Versions.</td></tr></tbody></table><p>Ingesting metadata from VertexAI requires using the <strong>Vertex AI</strong> module.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h4><p>Please refer to the <a href="https://cloud.google.com/vertex-ai/docs" target="_blank" rel="noopener noreferrer">Vertex AI documentation</a> for basic information on Vertex AI.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="credentials-to-access-to-gcp">Credentials to access to GCP<a href="#credentials-to-access-to-gcp" class="hash-link" aria-label="Direct link to Credentials to access to GCP" title="Direct link to Credentials to access to GCP"></a></h4><p>Please read the section to understand how to set up application default Credentials to <a href="https://cloud.google.com/docs/authentication/provide-credentials-adc#how-to" target="_blank" rel="noopener noreferrer">GCP docs</a>.</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="permissions">Permissions<a href="#permissions" class="hash-link" aria-label="Direct link to Permissions" title="Direct link to Permissions"></a></h5><ul><li>Grant the following permissions to the Service Account on every project where you would like to extract metadata from</li></ul><p>Default GCP Role which contains these permissions <a href="https://cloud.google.com/vertex-ai/docs/general/access-control#aiplatform.viewer" target="_blank" rel="noopener noreferrer">roles/aiplatform.viewer</a></p><table><thead><tr><th>Permission</th><th>Description</th></tr></thead><tbody><tr><td><code>aiplatform.models.list</code></td><td>Allows a user to view and list all ML models in a project</td></tr><tr><td><code>aiplatform.models.get</code></td><td>Allows a user to view details of a specific ML model</td></tr><tr><td><code>aiplatform.endpoints.list</code></td><td>Allows a user to view and list all prediction endpoints in a project</td></tr><tr><td><code>aiplatform.endpoints.get</code></td><td>Allows a user to view details of a specific prediction endpoint</td></tr><tr><td><code>aiplatform.trainingPipelines.list</code></td><td>Allows a user to view and list all training pipelines in a project</td></tr><tr><td><code>aiplatform.trainingPipelines.get</code></td><td>Allows a user to view details of a specific training pipeline</td></tr><tr><td><code>aiplatform.customJobs.list</code></td><td>Allows a user to view and list all custom jobs in a project</td></tr><tr><td><code>aiplatform.customJobs.get</code></td><td>Allows a user to view details of a specific custom job</td></tr><tr><td><code>aiplatform.experiments.list</code></td><td>Allows a user to view and list all experiments in a project</td></tr><tr><td><code>laiplatform.experiments.get</code></td><td>Allows a user to view details of a specific experiment in a project</td></tr><tr><td><code>aiplatform.metadataStores.list</code></td><td>allows a user to view and list all metadata store in a project</td></tr><tr><td><code>aiplatform.metadataStores.get</code></td><td>allows a user to view details of a specific metadata store</td></tr><tr><td><code>aiplatform.executions.list</code></td><td>allows a user to view and list all executions in a project</td></tr><tr><td><code>aiplatform.executions.get</code></td><td>allows a user to view details of a specific execution</td></tr><tr><td><code>aiplatform.datasets.list</code></td><td>allows a user to view and list all datasets in a project</td></tr><tr><td><code>aiplatform.datasets.get</code></td><td>allows a user to view details of a specific dataset</td></tr><tr><td><code>aiplatform.pipelineJobs.get</code></td><td>allows a user to view and list all pipeline jobs in a project</td></tr><tr><td><code>aiplatform.pipelineJobs.list</code></td><td>allows a user to view details of a specific pipeline job</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="create-a-service-account-and-assign-roles">Create a service account and assign roles<a href="#create-a-service-account-and-assign-roles" class="hash-link" aria-label="Direct link to Create a service account and assign roles" title="Direct link to Create a service account and assign roles"></a></h4><ol><li><p>Setup a ServiceAccount as per <a href="https://cloud.google.com/iam/docs/creating-managing-service-accounts#iam-service-accounts-create-console" target="_blank" rel="noopener noreferrer">GCP docs</a> and assign the previously created role to this service account.</p></li><li><p>Download a service account JSON keyfile.</p><ul><li>Example credential file:</li></ul><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"service_account"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"project_id"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"project-id-1234567"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"private_key_id"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"d0121d0000882411234e11166c6aaa23ed5d74e0"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"private_key"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"-----BEGIN PRIVATE KEY-----\nMIIyourkey\n-----END PRIVATE KEY-----"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"client_email"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"test@suppproject-id-1234567.iam.gserviceaccount.com"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"client_id"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"113545814931671546333"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"auth_uri"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://accounts.google.com/o/oauth2/auth"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"token_uri"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://oauth2.googleapis.com/token"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"auth_provider_x509_cert_url"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://www.googleapis.com/oauth2/v1/certs"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token property">"client_x509_cert_url"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://www.googleapis.com/robot/v1/metadata/x509/test%suppproject-id-1234567.iam.gserviceaccount.com"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>To provide credentials to the source, you can either:</p></li></ol><ul><li><p>Set an environment variable:</p><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">$ export GOOGLE_APPLICATION_CREDENTIALS="/path/to/keyfile.json"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><em>or</em></p></li><li><p>Set credential config in your source based on the credential json file. For example:</p><div class="language-yml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token key atrule">credential</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">private_key_id</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"d0121d0000882411234e11166c6aaa23ed5d74e0"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">private_key</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"-----BEGIN PRIVATE KEY-----\nMIIyourkey\n-----END PRIVATE KEY-----\n"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">client_email</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"test@suppproject-id-1234567.iam.gserviceaccount.com"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">client_id</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"123456678890"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="integration-details">Integration Details<a href="#integration-details" class="hash-link" aria-label="Direct link to Integration Details" title="Direct link to Integration Details"></a></h3><p>Ingestion Job extract Models, Datasets, Training Jobs, Endpoints, Experiment and Experiment Runs in a given project and region on Vertex AI.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="concept-mapping">Concept Mapping<a href="#concept-mapping" class="hash-link" aria-label="Direct link to Concept Mapping" title="Direct link to Concept Mapping"></a></h4><p>This ingestion source maps the following Vertex AI Concepts to DataHub Concepts:</p><table><thead><tr><th align="center">Source Concept</th><th align="center">DataHub Concept</th><th align="center">Notes</th></tr></thead><tbody><tr><td align="center"><a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.Model" target="_blank" rel="noopener noreferrer"><code>Model</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/mlmodelgroup/"><code>MlModelGroup</code></a></td><td align="center">The name of a Model Group is the same as Model's name. Model serve as containers for multiple versions of the same model in Vertex AI.</td></tr><tr><td align="center"><a href="https://cloud.google.com/vertex-ai/docs/model-registry/versioning" target="_blank" rel="noopener noreferrer"><code>Model Version</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/mlmodel/"><code>MlModel</code></a></td><td align="center">The name of a Model is <code>{model_name}_{model_version}</code> (e.g. my_vertexai_model_1 for model registered to Model Registry or Deployed to Endpoint. Each Model Version represents a specific iteration of a model with its own metadata.</td></tr><tr><td align="center">Dataset <br><br></td><td align="center"><a href="/docs/generated/metamodel/entities/dataset"><code>Dataset</code></a></td><td align="center">A Managed Dataset resource in Vertex AI is mapped to Dataset in DataHub. <br> Supported types of datasets include (<a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.TextDataset" target="_blank" rel="noopener noreferrer"><code>Text</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.TabularDataset" target="_blank" rel="noopener noreferrer"><code>Tabular</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.ImageDataset" target="_blank" rel="noopener noreferrer"><code>Image Dataset</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.VideoDataset" target="_blank" rel="noopener noreferrer"><code>Video</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.TimeSeriesDataset" target="_blank" rel="noopener noreferrer"><code>TimeSeries</code></a>)</td></tr><tr><td align="center"><a href="https://cloud.google.com/vertex-ai/docs/beginner/beginners-guide" target="_blank" rel="noopener noreferrer"><code>Training Job</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/dataprocessinstance/"><code>DataProcessInstance</code></a></td><td align="center">A Training Job is mapped as DataProcessInstance in DataHub. <br> Supported types of training jobs include (<a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.AutoMLTextTrainingJob" target="_blank" rel="noopener noreferrer"><code>AutoMLTextTrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.AutoMLTabularTrainingJob" target="_blank" rel="noopener noreferrer"><code>AutoMLTabularTrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.AutoMLImageTrainingJob" target="_blank" rel="noopener noreferrer"><code>AutoMLImageTrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.AutoMLVideoTrainingJob" target="_blank" rel="noopener noreferrer"><code>AutoMLVideoTrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.AutoMLForecastingTrainingJob" target="_blank" rel="noopener noreferrer"><code>AutoMLForecastingTrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.CustomJob" target="_blank" rel="noopener noreferrer"><code>Custom Job</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.CustomTrainingJob" target="_blank" rel="noopener noreferrer"><code>Custom TrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.CustomContainerTrainingJob" target="_blank" rel="noopener noreferrer"><code>Custom Container TrainingJob</code></a>, <a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.CustomPythonPackageTrainingJob" target="_blank" rel="noopener noreferrer"><code>Custom Python Packaging Job</code></a> )</td></tr><tr><td align="center"><a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.Experiment" target="_blank" rel="noopener noreferrer"><code>Experiment</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/container/"><code>Container</code></a></td><td align="center">Experiments organize related runs and serve as logical groupings for model development iterations. Each Experiment is mapped to a Container in DataHub.</td></tr><tr><td align="center"><a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.ExperimentRun" target="_blank" rel="noopener noreferrer"><code>Experiment Run</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/dataprocessinstance/"><code>DataProcessInstance</code></a></td><td align="center">An Experiment Run represents a single execution of a ML workflow. An Experiment Run tracks ML parameters, metricis, artifacts and metadata</td></tr><tr><td align="center"><a href="https://cloud.google.com/python/docs/reference/aiplatform/latest/google.cloud.aiplatform.Execution" target="_blank" rel="noopener noreferrer"><code>Execution</code></a></td><td align="center"><a href="/docs/generated/metamodel/entities/dataprocessinstance/"><code>DataProcessInstance</code></a></td><td align="center">Metadata Execution resource for Vertex AI. Metadata Execution is started in a experiment run and captures input and output artifacts.</td></tr></tbody></table><p>Vertex AI Concept Diagram:</p><p align="center"><img loading="lazy" width="70%" src="https://raw.githubusercontent.com/datahub-project/static-assets/main/imgs/metadata-ingestion/vertexai/concept-mapping.png" class="img_ev3q"></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="lineage">Lineage<a href="#lineage" class="hash-link" aria-label="Direct link to Lineage" title="Direct link to Lineage"></a></h4><p>Lineage is emitted using Vertex AI API to capture the following relationships:</p><ul><li>A training job and a model (which training job produce a model)</li><li>A dataset and a training job (which dataset was consumed by a training job to train a model)</li><li>Experiment runs and an experiment</li><li>Metadata execution and an experiment run</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cli-based-ingestion">CLI based Ingestion<a href="#cli-based-ingestion" class="hash-link" aria-label="Direct link to CLI based Ingestion" title="Direct link to CLI based Ingestion"></a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="starter-recipe">Starter Recipe<a href="#starter-recipe" class="hash-link" aria-label="Direct link to Starter Recipe" title="Direct link to Starter Recipe"></a></h3><p>Check out the following recipe to get started with ingestion! See <a href="#config-details">below</a> for full configuration options.</p><p>For general pointers on writing and running a recipe, see our <a href="/docs/metadata-ingestion#recipes">main recipe guide</a>.</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token key atrule">source</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">type</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> vertexai</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">config</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">project_id</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"acryl-poc"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">region</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"us-west2"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># You must either set GOOGLE_APPLICATION_CREDENTIALS or provide credential as shown below</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># credential:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># private_key: '-----BEGIN PRIVATE KEY-----\\nprivate-key\\n-----END PRIVATE KEY-----\\n'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># private_key_id: "project_key_id"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># client_email: "client_email"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># client_id: "client_id"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token key atrule">sink</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">type</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"datahub-rest"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">config</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">server</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"http://localhost:8080"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="config-details">Config Details<a href="#config-details" class="hash-link" aria-label="Direct link to Config Details" title="Direct link to Config Details"></a></h3><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Options</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Schema</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>Note that a <code>.</code> is used to denote nested fields in the YAML recipe.</p><div class="config-table"><table><thead><tr><th align="left">Field</th><th align="left">Description</th></tr></thead><tbody><tr><td align="left"><div class="path-line"><span class="path-main">project_id</span> <abbr title="Required">✅</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Project ID in Google Cloud Platform</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">region</span> <abbr title="Required">✅</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Region of your project in Google Cloud Platform</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">bucket_uri</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Bucket URI used in your project</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">vertexai_url</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">VertexUI URI <div class="default-line default-line-with-docs">Default: <span class="default-value"><a href="https://console.cloud.google.com/vertex-ai" target="_blank" rel="noopener noreferrer">https://console.cloud.google.com/vertex-ai</a></span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">env</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">The environment that all assets produced by this connector belong to <div class="default-line default-line-with-docs">Default: <span class="default-value">PROD</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">credential</span></div> <div class="type-name-line"><span class="type-name">GCPCredential</span></div></td><td align="left">GCP credential information</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">client_email</span> <abbr title="Required if credential is set">❓</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Client email</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">client_id</span> <abbr title="Required if credential is set">❓</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Client Id</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">private_key</span> <abbr title="Required if credential is set">❓</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Private key in a form of '-----BEGIN PRIVATE KEY-----\nprivate-key\n-----END PRIVATE KEY-----\n'</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">private_key_id</span> <abbr title="Required if credential is set">❓</abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Private key id</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">auth_provider_x509_cert_url</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Auth provider x509 certificate url <div class="default-line default-line-with-docs">Default: <span class="default-value"><a href="https://www.googleapis.com/oauth2/v1/certs" target="_blank" rel="noopener noreferrer">https://www.googleapis.com/oauth2/v1/certs</a></span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">auth_uri</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Authentication uri <div class="default-line default-line-with-docs">Default: <span class="default-value"><a href="https://accounts.google.com/o/oauth2/auth" target="_blank" rel="noopener noreferrer">https://accounts.google.com/o/oauth2/auth</a></span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">client_x509_cert_url</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">If not set it will be default to <a href="https://www.googleapis.com/robot/v1/metadata/x509/client_email" target="_blank" rel="noopener noreferrer">https://www.googleapis.com/robot/v1/metadata/x509/client_email</a></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">project_id</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Project id to set the credentials</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">token_uri</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Token uri <div class="default-line default-line-with-docs">Default: <span class="default-value"><a href="https://oauth2.googleapis.com/token" target="_blank" rel="noopener noreferrer">https://oauth2.googleapis.com/token</a></span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">credential.</span><span class="path-main">type</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Authentication type <div class="default-line default-line-with-docs">Default: <span class="default-value">service<!-- -->_<!-- -->account</span></div></td></tr></tbody></table></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><p>The <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSONSchema</a> for this configuration is inlined below.</p><div class="language-javascript codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-javascript codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"VertexAIConfig"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Any source that produces dataset urns in a single environment should inherit this class"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"object"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"properties"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"env"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Env"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"The environment that all assets produced by this connector belong to"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span 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style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Client Id"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Client Id"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"auth_uri"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Auth Uri"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Authentication uri"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"default"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://accounts.google.com/o/oauth2/auth"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"token_uri"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Token Uri"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Token uri"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"default"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://oauth2.googleapis.com/token"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"auth_provider_x509_cert_url"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Auth Provider X509 Cert Url"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Auth provider x509 certificate url"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"default"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"https://www.googleapis.com/oauth2/v1/certs"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Type"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Authentication type"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"default"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"service_account"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"client_x509_cert_url"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"title"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"Client X509 Cert Url"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"description"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"If not set it will be default to https://www.googleapis.com/robot/v1/metadata/x509/client_email"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"type"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"string"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"required"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"private_key_id"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"private_key"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"client_email"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"client_id"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">"additionalProperties"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span 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